{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import EngFormatter\n",
    "\n",
    "\n",
    "def MUvsMEAN(dut, ref_group, dmm):\n",
    "    \n",
    "    # Fetch data\n",
    "    url = \"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"\n",
    "    columns = [\"Time\", dmm]\n",
    "    dataframes = [pd.read_csv(url+ref+\"-\"+dmm+\".csv\", usecols=columns) for ref in ref_group]\n",
    "    dataframes.append(pd.read_csv(url+dut+\"-\"+dmm+\".csv\", usecols=columns))\n",
    "\n",
    "    for i in range(len(dataframes)):\n",
    "        \n",
    "        dataframes[i] = dataframes[i].rename(columns={\"3458A\": i})\n",
    "        \n",
    "        # Use datetime as index\n",
    "        dataframes[i][\"Time\"] = pd.to_datetime(dataframes[i][\"Time\"], unit='ms')\n",
    "        dataframes[i] = dataframes[i].set_index(pd.DatetimeIndex(dataframes[i][\"Time\"]))\n",
    "        #dataframes[i] = dataframes[i].drop('Time', axis=1)\n",
    "        \n",
    "        # Resample to one daily value\n",
    "        dataframes[i] = dataframes[i].resample(\"d\").mean()\n",
    "        \n",
    "    daily_dut = dataframes.pop()\n",
    "    daily_mean = dataframes.pop(0)\n",
    "    \n",
    "    # Prepare daily averages of ref_group\n",
    "    for df in dataframes:\n",
    "        daily_mean = daily_mean.join(df, on=\"Time\")\n",
    "    # Drop days where no data was found\n",
    "    daily_mean = daily_mean.dropna()\n",
    "    daily_mean = daily_mean.mean(axis=1)\n",
    "    \n",
    "    # Result is the difference between DUT and average of ref_group\n",
    "    result = daily_dut.subtract(daily_mean, axis=0).dropna()\n",
    "    # Scale values for later display of µV/V or ppm of 10V\n",
    "    result = result / 10\n",
    "    # Remove \"DC\" from result\n",
    "    result = result - result.median()\n",
    "    \n",
    "    return result\n",
    "    \n",
    "\n",
    "# Set up a plot\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', title=\"Centered math dif between single ADRmus and mean(1, 3, 6, 12)\")\n",
    "ax.set_ylabel('deviation from mean')\n",
    "ax.yaxis.set_major_formatter(EngFormatter(unit='V/V'))\n",
    "\n",
    "\n",
    "ref_group = [\"ADRmu1\", \"ADRmu3\", \"ADRmu12\", \"ADRmu6\", ]\n",
    "dmm = \"3458A\"\n",
    "\n",
    "ADRmu1 = MUvsMEAN(\"ADRmu1\", ref_group, dmm)\n",
    "ADRmu3 = MUvsMEAN(\"ADRmu3\", ref_group, dmm)\n",
    "ADRmu6 = MUvsMEAN(\"ADRmu6\", ref_group, dmm)\n",
    "#ADRmu9 = MUvsMEAN(\"ADRmu9\", ref_group, dmm)\n",
    "ADRmu11 = MUvsMEAN(\"ADRmu11\", ref_group, dmm)\n",
    "ADRmu12 = MUvsMEAN(\"ADRmu12\", ref_group, dmm)\n",
    "#ADRmu15 = MUvsMEAN(\"ADRmu15\", ref_group, dmm)\n",
    "ADRmu20 = MUvsMEAN(\"ADRmu20\", ref_group, dmm)\n",
    "\n",
    "ax.plot(ADRmu1, label='ADRmu1')\n",
    "ax.plot(ADRmu3, label='ADRmu3')\n",
    "ax.plot(ADRmu6, label='ADRmu6')\n",
    "#ax.plot(ADRmu9, label='ADRmu9')\n",
    "ax.plot(ADRmu11, label='ADRmu11')\n",
    "ax.plot(ADRmu12, label='ADRmu12')\n",
    "#ax.plot(ADRmu15, label='ADRmu15')\n",
    "ax.plot(ADRmu20, label='ADRmu20')\n",
    "\n",
    "ax.legend()\n",
    "plt.savefig('books_read.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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